Sunday, September 15, 2024
STEM

Search Algorithms and Path Navigation

In this post, I introduce two fundamental search algorithms used to traverse or search through graphs or tree data structures: breadth-first search (BFS), and depth-first search (DFS). I also present an overview of a path/search navigation scripts for both algorithms and compare their metrics. This post builds on my earlier post about stack and queue […]

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STEM

Classifying Emails as Spam or Ham Using Naive Bayes

In this blog post, we’ll explore how to use the Naive Bayes algorithm to classify emails as either spam or ham (non-spam). We’ll walk through a Python implementation using the MultinomialNB classifier from the scikit-learn library. This method is particularly effective for text classification problems. Step-by-Step Implementation Importing Libraries: We start by importing the necessary libraries: Loading the Dataset: […]

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STEM

Venn Diagrams (Python)

Venn diagrams are versatile and useful for a variety of purposes. Some common uses are: Visualizing Relationships: They illustrate the logical relationships between different sets. For example, they can show how different groups overlap and share common elements, and which don’t.Comparing and Contrasting: They are great for comparing and contrasting different items, ideas, or groups. […]

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